{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/paperspace/anaconda3/envs/py27/lib/python2.7/site-packages/h5py/__init__.py:34: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/paperspace/.local/lib/python2.7/site-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:198: retry (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use the retry module or similar alternatives.\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.insert(0,'../tools/DCGAN-tensorflow')\n",
    "\n",
    "import os\n",
    "import scipy.misc\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "import tensorflow.contrib.slim as slim\n",
    "\n",
    "from model import DCGAN\n",
    "from utils import pp, visualize, to_json, show_all_variables, save_images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('GO data path is ', '../tools/DCGAN-tensorflow/datasets/eyes_collected_128/*.jpg')\n",
      " [*] Reading checkpoints...\n",
      "INFO:tensorflow:Restoring parameters from ../tools/DCGAN-tensorflow/checkpoints/eyes_collected_128_64_128_128/DCGAN.model-15502\n",
      " [*] Success to read DCGAN.model-15502\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(True, 15502)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_width, input_height = 128, 128\n",
    "output_width, output_height = 128, 128\n",
    "batch_size = 64\n",
    "z_dim = 100\n",
    "crop = False\n",
    "dataset_name = 'eyes_collected_128'\n",
    "checkpoint_dir = '../tools/DCGAN-tensorflow/checkpoints'\n",
    "data_dir = '../tools/DCGAN-tensorflow/datasets/'\n",
    "sample_dir = '../tools/DCGAN-tensorflow/samples'\n",
    "\n",
    "run_config = tf.ConfigProto()\n",
    "run_config.gpu_options.allow_growth=True\n",
    "\n",
    "with tf.Session(config=run_config) as sess:\n",
    "  dcgan = DCGAN(sess,\n",
    "      input_width=input_width,\n",
    "      input_height=input_height,\n",
    "      output_width=output_width,\n",
    "      output_height=output_height,\n",
    "      batch_size=batch_size,\n",
    "      sample_num=batch_size,\n",
    "      z_dim=z_dim,\n",
    "      dataset_name=dataset_name,\n",
    "      input_fname_pattern='*.jpg',\n",
    "      crop=crop,\n",
    "      checkpoint_dir=checkpoint_dir,\n",
    "      data_dir=data_dir,\n",
    "      sample_dir=sample_dir)\n",
    "\n",
    "dcgan.load(checkpoint_dir=checkpoint_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sample_progression(dcgan, n):\n",
    "    z1 = np.random.uniform(-1, 1, size=(dcgan.z_dim))\n",
    "    samples = []\n",
    "    for i in range(n):\n",
    "        z2 = np.random.uniform(-1, 1, size=(dcgan.z_dim))\n",
    "        zs = np.array([ (1.0-t)*z1 + t*z2  for t in np.linspace(0, 1, dcgan.batch_size)])\n",
    "        samples.append(sess.run(dcgan.sampler, feed_dict={dcgan.z: zs}))\n",
    "        z1 = z2\n",
    "    samples = [s for segment in samples for s in segment]\n",
    "    return samples    \n",
    "\n",
    "def inverse_transform(x):\n",
    "    return (x + 1.0) / 2.0\n",
    "    \n",
    "def display(sample):\n",
    "    s = inverse_transform(sample)\n",
    "    s = np.array(255.0*s).astype(np.uint8)\n",
    "    plt.imshow(s, interpolation='nearest')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAD8CAYAAAB+fLH0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f95200ee590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# one way to make z_sample, interpolate between two endpoints\n",
    "z1 = np.random.uniform(-1, 1, size=(dcgan.z_dim))\n",
    "z2 = np.random.uniform(-1, 1, size=(dcgan.z_dim))\n",
    "z_sample = np.array([ (1.0-t)*z1 + t*z2  for t in np.linspace(0, 1, batch_size)])\n",
    "\n",
    "\n",
    "# sample_progression will do the above N times (e.g. N=12, as in below) \n",
    "samples = sample_progression(dcgan, 12)\n",
    "\n",
    "# you can display the first image\n",
    "display(samples[0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[MoviePy] >>>> Building video test_eyes.mp4\n",
      "[MoviePy] Writing video test_eyes.mp4\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|          | 0/769 [00:00<?, ?it/s]\r",
      " 17%|█▋        | 134/769 [00:00<00:00, 1327.35it/s]\r",
      " 37%|███▋      | 288/769 [00:00<00:00, 1432.46it/s]\r",
      " 61%|██████    | 467/769 [00:00<00:00, 1550.94it/s]\r",
      " 84%|████████▎ | 643/769 [00:00<00:00, 1602.72it/s]\r",
      "100%|█████████▉| 768/769 [00:00<00:00, 1494.62it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[MoviePy] Done.\n",
      "[MoviePy] >>>> Video ready: test_eyes.mp4 \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import moviepy.editor as mpy\n",
    "\n",
    "def make_frame(t):\n",
    "    nf, fps = 768, 30\n",
    "    x = samples[int(min(nf-1, fps*t))]\n",
    "    return ((x+1.)/2.*255).astype(np.uint8)\n",
    "\n",
    "clip = mpy.VideoClip(make_frame, duration=25.6)\n",
    "clip.write_videofile('test_eyes.mp4', fps=30)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
